{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 爬虫框架Scrapy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一.scrapy概述"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Scrapy</b>使用了Twisted异步网络框架来处理网络通信,该网络框架可以加快下载速度,并且包含了各种中间件接口,可以灵活地完成各种需求"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Scrapy</b>功能强大,它支持自定义<b>Item</b>和<b>Pipline</b>数据管道;支持在Spider中指定(网页域范围)以及对应的Rule(爬取规则);支持<b>XPath</b>对<b>DOM</b>的解析等.而且<b>Scrapy</b>还有自己的shell,可以方便地调试爬虫项目和查看爬虫运行结果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二.scrapy框架架构"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"./data/10_1.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Scrapy</b>框架主要包含了以下组件：\n",
    "1. Scrapy Engine(引擎): 负责Spider、ItemPipeline、Downloader、Scheduler中间的通讯，信号、数据传递等\n",
    "2. Scheduler(调度器): 它负责接受引擎发送过来的Request请求，并按照一定的方式进行整理排列，入队，当引擎需要时，交还给引擎\n",
    "3. Downloader（下载器）：负责下载Scrapy Engine(引擎)发送的所有Requests请求，并将其获取到的Responses交还给Scrapy Engine(引擎)，由引擎交给Spider来处理\n",
    "4. Spider（爬虫）：它负责处理所有Responses,从中分析提取数据，获取Item字段需要的数据，并将需要跟进的URL提交给引擎，再次进入Scheduler(调度器)\n",
    "5. Item Pipeline(管道)：它负责处理Spider中获取到的Item，并进行进行后期处理（详细分析、过滤、存储等）的地方\n",
    "6. Downloader Middlewares（下载中间件）：你可以当作是一个可以自定义扩展下载功能的组件\n",
    "7. Spider Middlewares（Spider中间件）：你可以理解为是一个可以自定扩展和操作引擎和Spider中间通信的功能组件（比如进入Spider的Responses;和从Spider出去的Requests）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三.scrapy框架的运作流程"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>scrapy</b>的运作流程由引擎控制,其控制如下：\n",
    "1. 引擎向Spiders请求第一个要爬取的URL\n",
    "2. 引擎从Spiders中获取到第一个要爬取的URL,封装成Request并交给调度器\n",
    "3. 引擎向调度器请求下一个要爬取的Request\n",
    "4. 调度器返回下一个要爬取的Request给引擎,引擎将Request通过下载中间件转发给下载器\n",
    "5. 一旦页面下载完毕,下载器生成一个该页面的Response,并将其通过下载中间件发送给引擎\n",
    "6. 引擎从下载器中接收到Response并通过Spider中间件发送给Spider处理\n",
    "7. Spider处理Response并返回爬取到的Item及新的Request给引擎\n",
    "8. 引擎将爬取到的Item给Item Pipeline,将Request给调度器\n",
    "9. 开始重复第2步,直到调度器中没有更多的Request"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四.scrapy框架的操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用<b>scrapy</b>框架制作爬虫一般需要以下4个步骤：\n",
    "1. 新建项目(scrapy startproject xx)：创建一个新的爬虫项目\n",
    "2. 明确目标(编写items.py)：明确想要爬取的目标\n",
    "3. 制作爬虫(spiders/xxspider.py)：制作爬虫,开始爬取网页\n",
    "4. 存储数据(piplines.py)：存储爬取内容(一般通过管道进行)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.新建scrapy项目"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrapy startproject 项目名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"./data/10_2.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "项目目录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAADRCAYAAADlh6/IAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAEXRFWHRTb2Z0d2FyZQBTbmlwYXN0ZV0Xzt0AABXGSURBVHic7d1pcBvnfQbw54XiWIdtxSyOSL4kRwZ4QXKq1K55mKStHplOzUPSuJ5m2g8yGSaayXSmM53qMk2bYj610y8Z67A+pDMZjWxaEt06dltGJC2QHduaxjJICYBk67JFAVjRlmXqcojthwUJgMAu7mv3+X0SsIt3Xyfz5//dxe4D0dDUIi+/ZymufXMDRKQ/N65fg6nYkyCi/GOhExkAC53IAFjoRAbwnWJPwMj+atMLMa9v3ZjBmdOTuHju0yLNKH0haxO2dtrh3b8PxwIifnvtRrxcL2HvnhH4Rfx2Kgx29BKyeOkyONc/gTVVNcWeCukMO3oGftb1IhYvXqy6/ebNm9iz/0DG4ztq1sJRs1Z1+zsDBzMeO9dMgVG8tnsUALt1KWNHz8D//G5Ye/vQsQLNhCg17OgZOPvpp5j+8ktU3H9/3Lar09P49Ny5tMcMzYbwxUXlcw88vBqmRan/DQ7JNXhhZx2Cgz44WutgFQKeo7txEJvQ2+YAAARcr+NXw8CG7i1weA/gtZGA8tmoc2i0dKG7wQIAkGUvjvQN4CRs2NC9BZaxt4HW51AZPs/2HN2NQxMifI5uhqtvAG4hwnOJ7AcAclBaMNfI9oDrdbw2EkBItsYcxyGN87w+CTkUSnlfFnqGfvvb9/CTv30h7v133n0vo/E+/nAcU19cAgAErlzG+qca0xzBjIZ6H/b29WPKuQm9bTvwsncQvX1vhYuxEeuGBzA05kNDfRVsw374hcC6Kju8YwOYsjVja/00Dr+6D+654hICkJV/OlorcaSvH4eEUP44tG6C0z2Ak1EzmCtiDPajd0IZw7l5G9ororfXIbi/H4cCYr64n5f6cdAdfxywyJN6+OGHNbdfvHgRAJfuGQtevYoLly7FvHf+/AVcvTqd2XiBqfl/S4ErGYwgwXUk3AHdHnjkIFyjE8omv4RpVMBiA+D2wGu2o8amFF613YdT7rl97Gjf2YVnrHLc6N7BgcgfAPdxuCQ7qp0LdnJWwiGNY8QdeevkaV/M9kphQWPXDvTs3I7eXS+i0SJQYbYlPg7lDDt6Fv7znXfx8592QgiBUCiEd977r4zHsthWYupz5a+vxboiV1OMYxKTGBmrQ0e1DZPVdXD4xnFICJgwiUO7J8NddjteMktw7d+HIX9ujy8Hx1SW5NbcHohisKNn4c6dO/jErXTNT9wTuHPnTsZjPf4nf4q165/E2vVP4vEnnsrVFBOaOuUDHI1odmC+64esTXimVoZJBDC05wBckhmWqNpzVNXO/3tFSysazOGVQDS3B15zHZrDnT4kW7Gh3q66HQCcmzfCKcevICi32NGzNPL+caxcuQKjx11ZjWNatAgPrX40R7NKcqzAKFzT29BeMY4RPwChvBds2o6eNqXTyt5BvDIR6bpeVKJnZ6uyLXyhbuES2yQmcXCwEr1tO9DTBshyEK4xH+CI2r7fjK2dkeN4ju5WzsdZ63kl+Jhq8Sy8My5Vufge3bl5GxqCkavvaiJXw/txaILnzqVEDoVSuhh3c+Y6O3oxFevGl5C1CQ12H1xv+Hll2yBY6Abj3LwNHQ7le3Ze3TYOLt2JylQ6S3dedScyABY6kQGw0IkMgIVOZAAsdCIDYKETGQALncgAeMOMDjBkkpJhR9chhkzSQuzoRcSQyQiGTOYXO3oRMWSSCoUdvYgYMsmQyUJhoRcZQyYZMlkIXLoXGUMmGTJZCOzoJYAhk+ljyGR62NFLAEMmFwzMkMmcY0cvEQyZjBqXIZM5x4QZHWDIpDExHNJgGDJJybDQKSMMmSwvXLoTlSmGQxJRDBY6kQGw0IkMgIVOZAAsdCIDYKETGQALncgAeMMMzSt2yCQDIvOHHZ1UMWRSP9jRdUAvIZMMiMwfdnQdYMgkJcOOrgOlFjIJALbmzpILiEwUWmmUB3JY6DpRSiGTIWsTOkosIDKkFlppEFy660RJhUyWYkBkkjnpHTu6jpRKyKRJlF5ApNqcEn2Np0fs6DpSKiGTpRgQmWxOeseOrjOlEDJZigGRyeakd0yYoXn5DplkQGRuMRySMlJKv65KucVzdCIDYEengjGJAI7t/SV4i2vhsaMTGQALncgAuHQnKmMXL15MaT8WOlGZEqbUF+RcuhMZADs65d3qNQ6cO+tFy4+fS7h9+N23Czwj42FHp7xavcaBVY85ij0Nw2OhU94UqshD1ib8bEdn0sdPU91Pj1jolBfs5KWFD7VQwZTSObqRHrC5cf0aL8ZRfqgV9fkzXkx9cQm3biqNZfHSpYWclmEtenjV6pcXf/cu3L7zbbHnQjqyOsGy/SspCM+lKYQe/wuYntoEU20LQt9fA/nsiayOFbI24ef/8CPcfv8UrqAWf7OzDbZFq/F3P2lH89ONqDZ5ceL8zPx+t0YFntn1AtYvEzBXPo2mKhM8J85jJs0MuZBsxbPdv8ATt79EbeeL2NT0NJqfbsT3p9+H22/Ds92/wF/e68OJ8zPK/rUb0dNuzehY2fj2zm2eo1NhzFz/Gpc/vwBYHgLu3ATmkmCW27Q/mBEzGiwe9Pb1o2ffGFDfGnMBTohJHOw7gONBGZ6ju/HK3tGsfvnF0VqJU339yvGOeuFo3YR18GNozAeLowq28H/ruio7vGPF+ZUZFjrlnRS4go9OfIjg8kdgun8FxD0VgJTarZsZHhGuUSVSC/7T8Erae2dLNezS7YHXbEeNTUmtrbYniMwqEJ6jU95d/PQsxBMdECvWJNz+pGMa/7zZg0/OLUfPb/Tz808mMYmRsTp0VNswWV0Hh29ciboqxlyKclQylJmZryHMD0be+OYqEDwPBM/jO5cn0bI2AAD4wYpvijPBNCT6Ll4r7HLqlA9wNKLZgcgqowjY0SnvhDBBDs0CAEJnP8K//vFuLF2svF6+9FvcfVcIAPCH2cL1HZMIYNIrobttB16qV4uNTo1W2KUpMArX9Da0V4xjxI+iZW6w0Cnvlt1zH76+egliZSVw2YdVP058z8bHn30vo/GVH2cEIARMUPLb5ypKSbXZD0DAhMh+AOAf2Y/ekfAgKRZ5wh+CPD2A3jejXicYK+g9XdSfemahU96t+sEafDL+JmZnZ+ffkwGcungfAMBz6V5ckpbixJn4344rdyFrExrsPrje8Bf1J6BY6JR395uteLKhBRc+O4PLly4AUPqhfeV1DH7wAKamF2PUbYn5TMIfWJRlXAdw34KCmfuRxkzl61jOzdvQ4RDwHN1d9B9z5C2wVHD/2O5DzSPXAAAfeivw78dW4cbtRUWelX7xFlgqin85Yk++E+UUv14jMgAWOpEBsNCJDICFTmQAvBhHqhjqqB/s6JQQo6D0hYVOcRjqqD8sdIrBTq5PvDOOkiqlc3QjhTrmCu+MozgMddQnhkNSDIY6lk6oY64wHJKSYqhjcUMdc4WFTqoY6lj8UMdc4Tk6qWKoY/FDHXOFHZ1UMdSx+KGOucKOTqoY6lj8UMdcYaGTKoY6Fj/UMVdY6KSKoY7FD3XMFRY6qWKoY/FDHXOFt8BSyhjqWJ54CyylhaGO5YtfrxEZAAudyABY6EQGwEInMgBejCNVDIfUD3Z0SoiRUvrCQqc42RY5wxxLDwudYrCT6xPP0SnGubNenDvrzWqM6AdIGOZYGljoFIPhkPrEQqekvpKCOB/8CmL9X2PRA5UABL695gfeey3h/iFrE7Z2mnH81dOo2dWqPHQS9fz4FGpjHkYJuF7HayOB8EMqdQgO+uBorYNVKA+WHMQm9LY5YvYFAFtzJ7oblIdqFj5PDkRHQ78NtEaO5zm6GwfdNmzo3gKH98D8eKHajXi5XsrqGfdSxUInTQnDIYVIKRxSCXOUYpbuIdQqxby/H4cCkaX981I/DroBwIyGeh/29vVjyrkJvW078LJ3EL19b4X/gDTCOTyAk7ZmdNRP4/Cr+yLFrVKcjtZKHOnrxyEhlGJu3YR17gEMjfnQUF8F27AffiHCIZADuitygIVOGqTAFUxMTkCsWgfTvWZgLhzSsirzQZ2VqBQWVHbtQGPU2wHz3B8OCa4j4Y7q9sDTWoHg6AQAAfglTMMOiw3hf9ehfWcXLPv34VhAvTjjQiDrt6DaCZx0e+BtrUONbQRT/nAI5Bso+zSZRFjopCpf4ZByUC0CypJw/0RMQkmkUVYE2/GSWYIrScEnGkNvIZBq+PUaqcpLOKTbA6+5Ds3OyFvOzRvhlNP7zj1kbcIztTJMIoChPQfgksywWBkCqYYdnVTlIhwyUZjjwf1mbO3cjp62yMWxQ0IoOVUpMgVGEWyKjCF7B/HKhACs8fsaKQRSDRNmKEb012u//2AcX9dsgFhZidD7v8HhLb9O+JlRtwX/NvhYoaaYslS/w3du3oaGYOTqu94wYYY0GSEcUm8hkGp4jk6q5sIhVz70yPx7c+GQpy/dh8vTSzDqtmDmVnn2C+fmbejtqsf04IBuQiDVcOlOKWM4ZHni0p3SwnDI8sWlO5EBsNCJDICFTmQALHQiA+DFOFLFcEj9YEenhBgppS8sdIpTyCJPFiQZqt2Il37aBJvKQy/R20NyDZ7fkf4DMkbAQqcY7OT6xHN0ipGLcMh0RAdJUv6w0CkGwyH1iYVOSaUdDplGyONckKQr/Iy48tlIkCMAyEFpwdjq2+PnER9CGf1Y6tw+GAxn2kUFRE7ZmrG1U5k/EH5ufkLEhU46pHHN0Eug+EGWLHTSlHk4ZIohj1GfiC663vDz487N29Bekdp2xI2VOIRyJCjBYrEACADOSlRIEmC2AQhgXZUdQe9xTMGGDU3A4b5++KNCJZ3uyJxjQie1Qi8DxQ+yZKGTquzCIVMMeYzmrFS6oxvzp+wnT/vQXp/i9gVjqYVQTp3yIdhZCac8AVRVwHtkHJb2KtiGAUuFBO+oHyYhcOzNAGwtXeiJ6sTRYkIntUIv3cUPsmShk6p8hUMWimoIpQx4pVZYbLWwVPgw4g+iBnWocQIO+HDYD4RsTdjaWQeMHUBvX+QUI5PjmUSg6EGW/HqNVOUlHFLLguDIkGzFhnp76ts1xgIiIZRKjh3gaK+DY1qCf+51vR3wnlYK1WqGRRrH4WE/AGBFtV07o1bjeKUQZMmOTqpyEQ6ZDpOYxMHBSvS27UBPGyDLQbjGfIAjte1xY6mFUCJcNPV18I4ppxPKazu8R8IJkeFlc/cu5bwg4PUimGzuKscrhSBLJsxQDD2FQ5aTfAZZMmGGNBkhHLKcZBNkyXN0UqX3cMhykm2QJZfulDKGQ5YnLt0pLQyHLF9cuhMZAAudyABY6EQGwEInMgBejCNVDIfUD3Z0SoiRUvrCQqc4+S7yZIGQKY8TFQaZqzH1ioVOMdjJ9Ynn6BSjEOGQ+QiEZMikNhY6xWA4pD6x0Cmp9MMh1YMOD02ImEDIk7Bp7quMlzjkMeaYMWOG89vGptHY4Ij7jNZ4xQ5xzBcWOmnKPBwycdBhdLhiavtqhC66tY5uRoNlPCqMshXPnNqHIX9phzjmCwudVGUXDqkRdJggM0F1X2iELmrPPhy3JAD/aXil8AM5JR7imC8sdFJVKuGQqiGP2iluaY9XCiGO+cKv10hVtuGQWkGHKe+rEbqYkRIPccwXdnRSlW04pFbQYar7mqAR8phBrZd6iGO+MGGGYuQiHDLVoMN09y0F+QxxzBcmzJAmhkNmJpsQx3zhOTqpYjhk+rINccwXLt0pZQyHLE9culNaGA5Zvrh0JzIAFjqRAbDQiQyAhU5kALwYR6oYDqkf7OiUECOl9IWFTnFKscgZ/pgdFjrFKMUip+zxHJ1iFCIcMpGFD4ssfM3wx+yw0CkGwyH1ife6U4xEhf6VFMTHvs8gnM0Q4XBIXPNjViUcElAPWUwUzPirYUvMe6GAB+ctDjwafi0Hx7DnMLCxK/3wR1kOwjU2jQZHJKBRrwGQanivOyWVSThkyNqUMGRRKcD4YMYXpH4c7AtqLt1D1qYFR9EKf3wOGOxHb9Q4gKQ5t0TKLQBSCy/GkSopcAUfnfgQweWPwHT/Coi5cMhk/BKmYUf7zq7Yq+ThYMbGrh3o2bkdvbteRKNFoCJp0GPC2UVimvyn4ZUix3BI4xgJxzqZRABDY77kc0sgLgBSsqPaiXAclR01NmX1UG1Xj8gqFezopCrTcEiTmEwYsjgEraDHBHlNeaA2Nz0EQGphRydVmYZDqoUs5jzoMZEFxwjJVmyojzxeq+cASC3s6KQq03BItZBFzWBGBDDpldDdtgMv1StdP/r1nsOpzXnhMZSLcT7AoT03PQRAauFVd4qRi3DIUpPuVfFyDIDUwqvupKkcwyGVIm1EcE/U13mtdgTHjuf0qngpBkBqYaGTqrlwyAufncHlSxcARMIhBz94AFPTizHqzuzXUvLFJAIYOiJh687t6ND4UcZsODdvQ4dDwHN0d0kFQGrh0p1SxnDI8sSlO6WF4ZDli1+vERkAC53IAFjoRAbAQicyABY6kQHwqrtOmBo7IB58DGLJMsg3ZwD/Rch3bgIAxHeXALaH57fJn59B6HiK95SSLrDQdUL8sAViyT3Ki5nrkGe+Br5dAgCQ77ob4o8eAJbdq9ySbXkQ0GGhz9262mhRbmYph99bLxQWuk7I/7EH4s//HvieBWLZvRBVTyTe8asg5P9OfM96uVvR0oqG6bfRu3cSJf+USYGx0HUidG4Sob3/VOxpFJXVYkYwGCz2NEoSC11Hnmp6FouXLtPc59aNGfzv6O8KNCMqFbzXnWKkF+qImBBFhzSOvXtGMGVrxtbOOlijQhVjc+CyC11MNBeXZQs6HCJm3kqIpHpIpFHwXnedSaWjA0Bo9g849cnvEbwyFfu+Zqjjc6gYO4DemKfAlLSGmBBF2LChCTjc1w9/VKii0z2Ak+FPZRO6qD6XXwJRz4eHoB0SaTQsdB1JdUluW7ESjz5WFVfoSnBiHdp3dsESnaMWDlzcO5z42evoEEWTCODYmwHYWrrQE7UyUNsf7uNw1W9BtRM46fbA21qHGtsIpvzh0MU3EHtdLclc4vZzK5+fC4lsqE/pfyLdYaHrSDrn6FVrfxi3TSvUMVVK9HIdMHYAvX2B8GtzSp8tx9DFcsFC15F0LrLFdXMoRbrBOoJjE0pwIrq3REIdW59Ds3MEhyaU5fOGliCGhhMMbDXDEtVxV1TbYcF0zC6OqlpgYhJAJHTxSLjzTp3yAe2NaAbgOjIBQIT/WNjh3b8PQypzObYwWCJuv7mQSC7dqcyl09EnT/5f3LZUQx2Vi10TABLksYeX4t27lDVywOvFwi+8sgldVJ3Lgs6fLCTSaHjVXU/uXgIsTnIx7tYN4HZx/r8uduhiqf90Ur7wqruOmH70ZxDNz0MsShLtNDuL2eNvQf7g3cJMLE25Cl0sVEhkuWCh64Ro6Ehe5ACwaBFM9W2YLcFCz2XoYiFCIssJl+5EOnfj+jU+j05kBP8PabwlSbdPKQoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"./data/10_3.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各个文件的作用：\n",
    "1. scrapy.cfg：配置文件,用于存储项目的配置信息\n",
    "2. myspider：项目的python模块\n",
    "3. items.py：实体文件,用于定义项目的目标实体\n",
    "4. middlewares.py：中间件文件,用于定义Spider中间件\n",
    "5. pipelines.py：管道文件,用于定义项目使用的管道\n",
    "6. settings.py：设置文件,用于存储项目的设置信息\n",
    "7. spiders：存储爬虫代码的目录"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.明确爬取目标"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "页面的网址：http://www.itcast.cn/channel/teacher.shtml;爬取讲师的姓名,级别和个人信息"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy框架提供了基类`scrapy.Item`用来表示实体数据.scrapy使用`Item`实体来表示要爬取的数据.`Item`定义结构化数据字段,类似于python中的字典dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"./data/10_4.png\",width=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scrapy\n",
    "\n",
    "class MyspiderItem(scrapy.Item):\n",
    "    # define the fields for your item here like:\n",
    "    # name = scrapy.Field()\n",
    "\n",
    "     # 姓名\n",
    "    name=scrapy.Field()\n",
    "    # 级别\n",
    "    title=scrapy.Field()\n",
    "    # 个人信息\n",
    "    info=scrapy.Field()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.制作Spiders"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "制作Spiders分为3个步骤实现,分别是创建爬虫,运行爬虫以爬取网页和提取数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>创建爬虫</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrapy genspider 爬虫名称 \"爬取域\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/10_5.png\",width=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/10_6.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先修改start_urls的值为爬取的第一个URL,然后修改`parse()`方法,将响应信息转换成文本,保存在teacher.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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geocb2aiurgasozIA3d3daDQDLx+VSoVKZT0z2Nvbi6IotlGC0ejr63O4PBojHaPMzEz2799PV1cXR48eJSsrix07doypThj/4y6EEFczSUyGsWfPHuLj4yktLSUhIYGSkpJxqVelUmE0GtFoNOPyQdtfXz+1Wj1oXkX/SM9nR3wURRmX9i935swZMjIyWLBgAZ2dnRw5cmRc658MPj4+tv5samrC23t8JnmP93EXQoirmcv3MdFpPQDw0OnHPRh3UVtbS3t7O7W1tXR0dIw4nO+s9vZ23n77bbq7u8elvoaGBtLT09FqtXh5eTF79mxbWW1tLTNnzkSj0TBz5sxB+9DY2MiMGTNQq9XEx8cDEBoaaitXq9UAg0ZE+v/uL+t/1Gq1gPW+L0ePHmXr1q1s27Zt2Imjrk5+7evrIzQ0FLVabZvkenmcACaTCR8fHxISEobE3//orObmZlufJScn09zc7NL29oz3cRdCiKuZOiIy6glnVw4KDiEp2XrVQnBICJiho6N9omKbEIEB/k7doyMkJIS6ujpCQ0PHLTEZb/X19SQkJDBnzhwiIiLIz8+np6fHVpacnMycOXOwWCzk5ubavq03NjYyc+ZM0tPTqampISgoCA8PDyorK1m0aBGLFi0CrDdf8/X1pbKykltvvRWwJgYlJSW2ybAzZ87k9OnT6HQ6IiMj8ff3JyoqipiYGAwGA42NjbZ4+694cXYESqPRMGfOHOLj46moqCA8PBytVsuFCxds6xgMBrKysqirq6OpqYmUlBTbzeFmzZpFZGQkxcXFTrVXW1tLSkoKmZmZaLVaDh8+TG9vr1PbCiGEGB/K3Jz50+oygeTEeE6fPj3VYVx1brrpJo4ePWqbixIaGsqCBQt49913pzgyIYQQVxKZYyLGxcmTJ0lLS2PRokWYzWba29vJzc2d6rCEEEJcYSQxEeOirKxsXO73IoQQYnqTH/ETQgghhNuQxEQIIYQQbkMSEyGEEEK4DUlMhBBCCOE2JDERQgghhNuQxEQIIYQQbkMSEyGEEEK4DUlMhBBCCOE2JDERQgghhNuQxMSBHyyWG+MKIYQQk8mlT14PDw+io2PQGwwYe4xcuFBOR0fHRMU25QoaptXvGwohhBBTzqURk/DwCMrLysg/dYqW1iaio+MmKi638NpZ01SHYPOFNPVUhyCEEEJMOJcSE41Gg7HPCFioqa5Bo7s6T3Xo1Qohnhaujx7cPYrFQoSXMunxJPgqLIiSxEQIIcTVz6XMoqjovO1vT4OeluamcQ/IHXwxQ01igIZwbxUfV/bYnr99loYNKRo+Lusj2EtFS5eZcB8VT+w18m9ZGmYFK7x22sQXMjTUd1n432N9VLRZTwd5aSx8JVvLjEAV55vM/C7XSLtR4YZ4FdfHqgk1KDy6y8i3FmnQKPD4HiMAD+ZomB9pTUpeusnDGt97PYwka+ESlqxcj49fAB1tLdRVV/HqC78EQKvTsWbjXaSmZ6GgsG/XvziwZwcLrltJ1oLFBASF8NufPc7m+x9CpVbz+2efAGDetctZuGQlfoHB9HZ3ceST3ez+4B02bbmfuKRUPtz6D9bfspnmpgbefvWP1FZXAvDYT38NFgtPfv8bPPaTX+Gh9+THDz8wLsdKCCHE1UUdERn1xGg2DAkJpbrqIhaurHkYgQH+1NXVOVznaLWZD0tMbErV8Pa5gdM5Zxth4ww1r+T1sWmGmj/nmdg4w7pOT5+FlQka8ust/OmEEQ813JCoYW+FGYD7MrW0dFv4xWEjsb5q5oWrOVJtptMIF9vMLI7V0Nht4R8FRvLrLDRfyj0OXTTz9jkTN6dq+OJ7PYPiceSer3ybt159gX++8TKnjx/BaOqj5kI5AOtv+Ty+fv789Q+/5vC+D1l3yxYO7/+I7q5O6mouMmfeNbS2NPPRtncoPn+G9tYWAK5dvpZ/vfkKO957jaJzp9l415fYu3MrvT09LFi8nOLCM/zzjZfR6TyYf91KThzeD8DhT3ajUWkoOX8Wk6mPnf/8Bx1tLa4cNiGEENPEqK7KCQgI5OLFi5gt5vGOx21YlKGnbExmaxJ2rsmCWqVQ2DSQlOXVW//eVWaio09hR6mFON+BOjJDFd46Z6azT+HtcyYyQq1l1R0WjtRYtz1wwUxTt0Jp69iTvSP7d7N4xTquX7UBnd6DE4f22cpS0+ey9c2/0NbSREd7G889+QMAGupqKMg7Zt2fY4doa22iurLMtt2bL/+esMhYPnfnl7jxti+gVltHcorPnQbg6Ke76ers4OC+XURExdi26+3uQqPTAaDXG6ipKh/z/gkhhLg6uZyY+Pn50dTUCBYLek/9RMR0VdCqoM88kGAoCpguJXImOwlda+/4jT7t2vYWr//5f2hsamD1TXew6sbbbWVqlQpjT7dtWaPVDdm+o711yHMbN99HRvZ8zp/J459vvmK3ba1Gi6lv8MhOzcVKMucvpru7czS7I4QQYppwKTHx9vaiuanZuqGiEBwUMiFBuQOd2pokeGoGRj00KutzWjuPAIsjVRg0Fm6eoeL8ZSMqp+stbEzR4Km28LkUDWcuuxS5v63+x+H0mSxEeyssj3XukC1bsxGtVkve0U/Z/9E2chYtsZVVlJ5n+bpb8DR4ERAYzLK1mwb28VKSMlyykpqWxe7t73Eu/zgeHnrMZjOJM2bbyjNyrkGv92Tpms9RWXp+0LZnTuWy+sbbOH0y16n4hRBCTE8uzTGZNTud8IgIwsMjCAsPx2wyWUdPriDOzDF5MEfDV7KtH8w3pqiJ9lE4dNHM3WlaEgNURPooRPoMPHppFU7Umrk5VcO5RjP/d4EWRYE/nDDR2Wets6DBwspENZvTNJgt1rIeE3w5U82D861tfS5FQ5K/wqcXho6ohHjClnQNZxvMFDePPLKybN0mFi5eyaqbbid5Zjp7dmylqrwEgPLSIrLmX8sNN91O8qxMdm97h472Vm66817uuOcrACxZtYHImATyjh201alSqdhw693kLF5GeXEhBi9vklLTOHZoH0tXf46K0kLuvO9BAN5742V6ugZGR0x9ffgGBJF/7NCIsQshhJi+lLk586+s2atjlJwYz+nTp8e9Xr3awu/X6/n397vp7Jv8S4qnklan47v/+Vue+sFDdHcNf6omLCKG+ORUDu7dOcnRCSGEuJLILenHyQ+XWEc9frHKY4ojmXz3f+NxAB56/GfDlv/7I/+Ptbds4cinuycxKiGEEFciGTERQgghhNuQERMhhBBCuA1JTIQQQgjhNiQxEUIIIYTbkMRECCGEEG5DEhMhhBBCuA1JTIQQQgjhNiQxEUIIIYTbkMRECCGEEG5DEhMhhBBCuA1JTIQQQgjhNjSurOzt7U1EZBQ6Dw96ujqpqKigp6dnomITQgghxDTj0ohJRGQUJUVFnMk7RXt7B3FxiRMVlxBCCCGmIZcSk7q6OvpMfZgtFmprqtHoXBpwEUIIIYRwyKXMormpEQCVoiIkNJTampoJCUoIIYQQ09OoJr9mzJmDp6cnjfV14x2PEEIIIaaxUSUmp04cp72zg5jYuPGORwghhBDTmEuJiZ+fHwBmi4X62jp8/XwnJCghhBBCTE8uJSZhYeFo1WpUikJoaCgdnZ0TFZcQQgghpiGXJr9WV1eRmJyKzkNDe3s7FaVlExWXEEIIIaYhlxKT1tY2WltPT1QsQgghhJjm5Jb0QgghhHAbkpgIIYQQwm1IYiKEEEIItyGJiRBCCCHchiQmQgghhHAbkpgIIYQQwm1IYiKEEEIItyGJiRBCCCHchiQmQgghhHAbkpgIIYQQwm1IYiKEEEIItyGJiRBCCCHcxqgSE41azaxZ6eMdixBCCCGmOZcTE4vZQkxsHDoP7UTEI4QQQohpzOXEJCQ8DK3WYyJiEUIIIcQ051Ji4unpSYB/AMVF5yYqHiGEEEJMY04nJipFISw8nJLi8/SZTBMZkxBCCCGmKY2zK4aGhlFZXiFJiRBCCCEmjNOJSVhEBGEREYOem5M1l/LScpqaG8Y9MCGEEEJMP04nJieOH7P9rVIUMuZkcerEccwWy4QEJoQQQojpx+Wrcnx9fcmYkwVAxpwsPA2GcQ9KCCGEENOT0yMm/VpbWweNngghhBBCjBe5Jb0QQggh3IYkJkIIIYRwG5KYCCGEEMJtSGIihBBCCLchiYkQQggh3IYkJkIIIYRwG5KYCCGEEMJtSGIihBBCCLchiYkQQggh3IYkJkIIIYRwG5KYCDEMRVFYsmrDVIcxLS1ZtQFFUaY6DCHEFLmqE5PkxPgh/wBmz5495J+zro9WcV+mhmdWaicoavFZX3rwOw7Ll95wE/c++Ni4trls9UZKCs+Oa51Xusk6DiWFZ1m2euOY6xFCXJlc+hG/pKQkvH18bcu9RiNn8vPGPajxdPr06RHXcSUxATCaIMQw9TndvQ8+Rmx8sm25vPQ8L/7mySmMaHhhkbHcePsXCA2PpKuzg6qKMl578bdOb19efM5huYfBa1A/jFVAUAhhUTF89MHb41anO7hSjkNlWRFLVq0nICiEpoa6MdcnhLiyuJSYNLW0UFRUNFGxXBE+rjRDpZlVieqpDoUXf/MkWp2O7/7nb/nZ979Bb3fXkHXWbNrMB2//ddJiGq69TZvvY9+u9yk4lUt8ykzWbrzLpTo//Nc/HJbvePfvLFqy0uVY7cm5djkF+SfGrT53cSUdh7P5J8i5Zhk7t74+LvUJIa4cLn3tV8wTFYYYLWNvL8CwSUlETDzpc+dPWiz22vMPCqaqrIi+PiPnz5zi1NEDTtWn0+nxCwxmzvzFDtezWCyjitee5NS0EUcHrkRX0nEoLzpH8sx0u+X3f+N73Pf1741be0II9+HSiIlarSYhIRGDtzddXZ1UlpbR22ecqNimjF5tYUualrnhKlRYeO+8mW3FphG3WxmnZnWiimCDQpcRPio18eY563ZLY1TcNENNgF6htcfChTYLzxzsG7FstG675yvMzswB4IfPPA/Ajx9+AACtTseajXeRmp6FgsK+Xf/iwJ4dAMy7djkLl6zELzCY3u4ujnyym90fvANA1sIlLFm5Hh+/ADraWqirruLVF345Ynunjx/mnq8+wu4P3uXkkU/Ys+M9ADZtuZ+4pFQ+3PoP1t+ymeamBt5+9Y/UVlcCsP62zxMVk0BQSBgnDu8ftH/ePn7cvOXLRMbGc/zwJ4PKPA1ebLzzS8Qlp1Jfc5F3//4idTVVLLhuJVkLFhMQFMJvf/Y4m+9/CJVaze+ffWLQ9n4BgbS2NA56ztG+2+vPkdqz19cj9ctjP/01WCw8+f1v8NhPfoWH3tPW145cScehtaURv4BAu/uiKCpAvikJcTVyKTHRe+qpulCF0dhDWEQ4kdExlJYWT1Rs48bRHJLh5qBsSdMSoIcffWykzwyPL9Y4lZjMCoZfH+7jYifEeMMPr9PYEpO7Zmv49REjBY1m/PUq0oMHrjpwVDZab/z5fwBrkvDZD601G+/C18+f//35f2A29fHFrz1qS0zik1N57cXnaKivITQimvu//l1bYrL6xtt47aXfUV5ciLePHwmps51qb+vrfybnmqWsWH8zi66/gb/96Te0NNZz8sinZGYvwkOv59f/9T3mXbuMtbds4c/PPQXA26/+AUVR+MHT/ztk/9bd8nka6mt54+X/YfaceYP3b9NdnDp2iNdf/h/iEmew7pYt/Pl3z1BUkEdLcyN33vtV0rIW8Lc//gYvX98hdQ/H0b7b68+R2rPX1yP1yy/+41GuW7YWgD073qOksMCpfbgajkO/F375E5fWF0JcOVxKTMrLy2x/11bXMDPN/lCrO3FmAuzlssMVntjbR2O3dWj6sY+cGxV6LrePRRFqbkxWEeEDavXAmbIPS03cmKJmZqOKA1Vm9lSYnSqbCKnpc3n+v39CW0uTNe4nf2Are/Pl35OWtZDFK9cTHBqOWj0wl+bI/t0sXrGO+MQZ5J04zIlD+5xqLzw6jiOf7Ob44U/YtPl+bt5yPy/+5kmKz1mPy9FPdwNwcN8url2+dtC29k4PxCel8txT4UoJ6AAAIABJREFUP6Crs4Ojn+5hw61328qSUzPIzF5kW+7u6gSgoa6GhroaAPKOHaKjvZW21qYhdbe1NOHrF2Bbd6R9t9efI7Vnr69H6pfe7i40Oh0Aer2BmqryYfvos66k4+DrF0Br89BjI4S4+rmUmERGRVF14QJgvc+DxXJ1DqWqFYUuoxmwjlzo1BZ6TSOPYjwwR4uXTuFApYntxRZ+tHTgQ/2NAhOeagvzItVsSVNzodXCX8+YRiybCGqVCmNPt21Zo9XRZ7TOVdm4+T48PQ2cyj3Mwb07eeChx23r7dr2Fjq9JzMzsll90x3UVlc5NTkxM+caLlaU0mfs5Z9v/JmHvv/UsOtpNVpMfc7tt6KA0c5pREVReOZH36Szo93u9h3trXbLis6dITohZVBi4mjfHfWno/Yc9fXlhuuXmouVZM5fTHd3p939+Kwr6TjEJM6guPCMUzEIIa4uLk1+9dDp0Wq0qBSFsIgIOtrsv+FMNZXKumsGg8Hhev3ll9/QqbDJwu2zNHhpLIQYFG6dMTh/06ut63pqBicr2eEq3jrbR26NBb3W+i0zPdgax60z1OjUsL/SxNZCE8viBpIWR2Uj0Wit35x1Ov2w5X19fYSERTJ30fW25ypKz7N83S14GrwICAxm2dpNtrLUtCx2b3+Pc/nH8fDQYzabSZxhPW2xbM1GtFoteUc/Zf9H28hZtMSp9qJjE8hauAStTsfMzBzqa6oGbZORcw16vSdL13yOytLzw++f3nPQ8xcqSrn2+hvQ6nRkLbTG0R9nWdE5Vmy4FU+DNz6+AazacNuQ+vofh3P0093Mzpg76DlH++6oPx2156ivR+qXM6dyWX3jbZw+mTvo+S8/9H3u+/p3h92vK+k4zErPso3gDEcmvwpx9VJHREY94ezKxt4eYuLiiYyKxGQyU1lZgdnsnqMmFosFk8lEeFgYXV1dGI1Dv9UZDAZiYmKora2lq2vgqpbCRgtLYlTcNVvDnDAV/ygw0XrpC/D3F2v4Yqb15mo3pqhJD1H4+NKpFxXwpTkalsepONdowVsHGaEq9pSbuW2mmpWJGjbP1pAZquKtcyaKm63D447KHLn3wce48bYvAHDdyvUkzJjN8UODJyf6BQazZuOdlBcXcqG8BIDy0iKy5l/LDTfdTvKsTHZve8f2zVWlUrHh1rvJWbyM8uJCDF7eJKWmcezQPpat28TCxStZddPtJM9MZ8+OrVRdqtNRe1GxCaTNmc/ydTcTFBzG1jdepr21GYClqz9HRWkhd973IADvvfEyPZeG/G+75yvc8vkvW/dvxTpCwqM4feIIAFXlJSxesY4V627mfEE+sfHJeBgMnDl5lNLiAjKzF7J6453MzMji4w//SXtrMzfdeS933PMVwHp30ciYBPKOHRzSr50d7YRHxdHd0207PeNo3+3150jtOeprR/0CYOrrwzcgiPxjhwbFnr3oehRFRe7Bj4fs15VyHCLjEvEy+JD3mX27XM6ipYCFYwf32l1HCHFlUubmzB/fay3djF7vQURYKBUVFXR2Dryx9ycln31eTJ7+e7A89YOHbPMP3IX1lvQ38vGlK1cmkzP9EhYRQ3xyKgf37pyU9ibT0htu4uOdW8f9MnAhxJVh6m9fOsG6u3u4WFNLTEyM7bTN1ZCUpN2WhYev9fSNh6/erZftuf8b1jkVDz3+s/HplHFksVimJCmBkfvl3x/5f6y9ZQtHHJzqGM/2JtueHe9JUiLENHbVj5j06x85qaurIyQk5IpOSgB8o/2IWZRAxYESt37Mf+P4VHeVEEKIK8i0SUwADJ6eREaEUVZWRkdHx1SHM2YevnqSV8/k/Paz9LR2u+VyT2v3yDsihBBCXDKtEhOw/uKwq/c1EUIIIcTkuOrnmAghhBDiyiGJiRBCCCHchtsnJj4aNZsj/dGpxv77MUIIIYRwby7dkn4qfD0uiLl+3oR7aPlFSd1UhyOEEEKICeTWIyYPxgaR6qWn3WhkjreeL0QGTHVIQgghhJhAbpuY3BTqy/XBvnio1VgsFjy1Gm4M92dJgNdUhyaEEEKICTKlp3L84mcRc816DKGR9HW0U5v/KRcObsdiNrO7sYO9TR34adT8LjOeu3OLsABG87S6uvmKkbMhhe5OI/kflU51KKN2NeyDEEJc6aYkMdF6+pB6678RkXEtlt5uFMwQHE5AQirR127g9N9/SWvlwK+bqlQKzX0mJCdxXw2VrUTNDHa4zpzVSZzYXjRJEbnOmX0QQggxsVxOTPz8/AiPiESj1dJUX0/VxaqRN7qMWqdn9p1fJyBhNoF68A4KQq1RYzFb6OrqokEJJvOe73Lq1WdoKT3janhiilw414BXoKfDdVpq2icpmtFxZh+EEEJMLJfmmHgZDISGhlFWVsqZvFOotWqXGwxISicgKYOIAC+UjiZO/eVZ9j31dQ7+9rs0Fx4nNMALjU5D4so7UGm0LtcvpkbUjCAKD15wuE7piRq7ZUnzIsY7JIeGa8+ZfRBCCDGxXBoxCQ4J5eLFKrq7ugCoKK9wucHIBTfgqVGhwsLp914kJHMxKbd+jc76Ks68+nNUHp74h8TTExiO3i8IWuUS4eEoikJgcBgNddXjVucPn3nebtmPH37A4baOkg61RoXaQ4V/mBe1xS1Dyr0C9YTGBVB05KLzwY6BvfYc7YMQQojJ4VJiYvD2oqWlmVlpaZhMZspLSunu6XKpQa/wODQqBaPJTE9rIz6JGRj7TOhDYvGJSaalooiwiCS0Xj6o9V5XfWJy74OP4R8QxN/+9Btu+fwD+Pj6c3jvLnZtewuAedcuZ+GSlfgFBtPb3cWRT3az+4N3WLHuZhavWEfuoX0EBATR1tZCUEg4f/jlTwHwNHix8c4vEZecSn3NRd79+4vU1Tg+7TZS8jFayQui8A3yxOCnp7b45KCyWUtiCY3zB2Dp3ZkA7HnFuo5KoyIpJ5LgaF9QLFTk1VF5th6A8JRAYmYGo/fW0Wc0U1VQT9mpWgDCkgKISw/Fw6Clt6uP9pZu24RWR+0JIYSYei6dytGoNXjo9BScPkNzQyOR0VEuN2gxm+gzm+k1WWeyGs3WK216LWAy9mJWVPSazFjMZiwWk8v1X2n2f/g+vn4BJKem89Jvn+bVF37JwqWrbOXxyam89uJz/Ox7X+OV5/+bxSvWAfDRB+8AcOLwfmITZ3D0k91ExcTbtluz6S5OHTvEMz/6Jh9te5t1t2yZzN0apOCTCg69WzBs2Zm95bbEYM8rJwclCUk5kegMGo6+f44jW88RkRJoK/MP9yZvTyn7/p7PqV0lxKaHDmyXHUHBgUr2/e0Ux7afp66sxan2hBBCTD2XRkzMFjN1dTWYLRbq62sJiwhzucHW8kK8/AJRqy14hERTe2g7QQvX01F0mM6LpQRfu5HObiPGjhb6ujrd/9a0Y1R4xvrBuO/DfwHQ0d6KVquzlb/58u9Jy1rI4pXrCQ4NR622zusxm6xJW0XJedRqNRWlg692SU7NIDN7kW25u6tzxFjGcipnJIri+k8KBEf7cPT98/R29gFw+L1ztrKCfRUEx/kSmxGGp48HKvVAjn2hoIGYtFDaQr2oK2umtrhpTLELIYSYPC597ht7etHqPOjp6UZRFEwms8sNVh36gOBZOagUCF6+hcb9b1Hyl5+i8fIj4qavogRE0tnRQUdNBT0t9ejV0/s3cjZuvg9PTwOncg9zcO9OHnjocae2UxSFZ370TTo7nL8SZqJO5YyWolIwGwdeYyq1CvOl19yMa6LReKipLWmiq7WXnPUptvXKTtag0qgIjvUjISeSzuZuSo6N31wcIYQQE8elUzktrS2Eh4ejVqkICA6mo931yz9bygupO/UpRpOFPjQErvgC0ff8B2G3fAslMIqenh5M3R0U/vNFLGbXE58rjU6nB0Crs46SaC6Nlug9DQCkpmWxe/t7nMs/joeHHrPZTOKM2ag11pxSc+nKpc8+lhWdY8WGW/E0eOPjG8CqDbdN3k4No39EQ60d/iVnNpnx9NURljRwuqalvpP4uWFotGr0XlriMgdO1wTH+FJ6oprGyjbUWhUWi4WAcG8A4jJCUWsU6kqaqcivJTIlyKn2hBBCTD11RGTUE86u3NXRgb9/ANHRMahVKioryjG7mjxYzNSfOYzOJwCfqESM3d309XTR19uDxWyio6aS3Od/RG+bdfhdr1ZxW2Qgf6lsYDzurxYY4E9dnftMqH38yd8BkJA8m2OH9nLv1x7D1z+AxSvWsWf7e6hUKjbcejc5i5dRXlyIwcubpNQ0QiOiiYpNIDgskpCwCNujh6eB82dPUVpcQGb2QlZvvJOZGVl8/OE/aW9tnpJ9nLUkltnXxQIQmx6Kwc+D+vLBV+d4eGlImR9Fc00H7Q3WCdUttR2EJQWSlB1BUJQvpSdqMPb02baZsSiayJQgWuraUes0BET4UFPURPycMKJSQ0jMiSAo0ofSk7W2Oh21J4QQYuopc3PmT9n9VL1CoghJX4SHXzDGrnZaS89QX5A7aB1/rZq/zUtm/YGCcbnza3JiPKdPnx57RUIIIYQYd1P6I34ddRco/ehNCt7+PcUf/GVIUiKuDh6+etJuy8LDV++2y0IIIdyDS6dypkK32cIr43QaB9zvVM7Vzjfaj4SlKVQcKCFhaQo9rV1uuVx3WibHCiGEO5jSUzlTQU7lTK6027I4v/0sPa3dePjqSV49022XhRBCTD1JTIQQQgjhNqZ0jokQQgghxOUkMRFCCCGE25DERAghhBBuQxITIYQQQrgNSUyEEEII4TYkMRFCCCGE23Dp14WFEOMreVYGW+7/hm35J499BbPJRM6GFLo7jeR/VDp1wbkhe/3iafDikR//t235xeeeory4cJKjE0KMB0lM3Nyc+YuJiU8iIWUWv/7P7zpdNtGW3nATCamzefE3T07KdqPxpQe/w59+87MJb2es/v6n31KQf3zQcw2VrUTNDHa43ZzVSZzYXjSRobkde/3S1dnBjx9+AID0uYsmOywhxDhyKTFJSEjE18/PttxjNHI2P2/cgxKDGY1GAgKH/5ByVDaRPAxexMYnT9p2o1FefG5S2pkIF8414BXo6XCdlpr2SYrGfTjTL0KIK5tLc0yMxl5OnTjBiePHOHH8GDUXqiYqLnHJicP7+eDtv7pcNtF2vPv3Sd1uND781z8mra3xFjUjiMKDFxyuU3qixm5Z0ryI8Q7Joclqz5l+EUJc2VwaMamvq8dsMQPg5+dHS0vThAQl3J/FMrpfMnB2O0VRCAwOo6HO9R/X0+n0eHp7E5+UyonD+13e3hU/fOZ5u2X9pxZGw1HSodaoUHuo8A/zora4ZUi5V6Ce0LgAio5cHHX7rpjM9hz1ixDi6uBSYtLdM/BDZ1qtDvMoP5zEYPOuXc7CJSvxCwymt7uLI5/sZvcH74ypTk+DF5s2309sYgqVpUX84y8v0NXZzg+feZ6+vj4++Wgb199wI/988y9cu3wNAYHB/PjhB/A0eLHxzi8Rl5xKfc1F3v37i9TVWEfGvH38uHnLl4mMjef44U+cjsXRdvbiXLHuZhavWEfuoX0EBATR1tZCUEg4f/jlT0fss/W3fZ6omASCQsIGJSb3PvgY/gFB/O1Pv+GWzz+Aj68/h/fuYte2twDIWriEJSvX4+MXQEdbC3XVVbz6wi8d7ttYko/RSl4QhW+QJwY/PbXFJweVzVoSS2icPwBL784EYM8r1nVUGhVJOZEER/uCYqEir47Ks/UAhKcEEjMzGL23jj6jmaqCespO1QIQlhRAXHooHgYtvV19tLd02yafOmrPEXuxzLkhEb23jrzdpcy+LhYPg5aKM/WUnZSERIjpYlSXC3saPDH29o53LNNWfHIqr734HD/73td45fn/ZvGKdWOuc/XGO2lqbOCX//Eo9XU1rNl0FwDvvPYSh/btYu+H/6Su5iKnjh1k9wfv8tLvngFgzaa7OHXsEM/86Jt8tO1t1t2yxVbnuls+T0N9Lb/66Xeor3H+NJ6j7ezF+dGlJOPE4f3EJs7g6Ce7iYqJt23nqM/efvUPPPfUD4bEsf/D9/H1CyA5NZ2Xfvs0r77wSxYuXTUQy4238d5rL/Gz736NP/36SfJPHnV6HydTwScVHHq3YNiyM3vLbYnBnldODkoSknIi0Rk0HH3/HEe2niMiJdBW5h/uTd6eUvb9PZ9Tu0qITQ8d2C47goIDlez72ymObT9PXVmLU+05Yi+Wivxa9F46AiN9OL6jmBO7SoiZPflzqIQQU2dUV+UE+AVQW1s73rFMW2++/HvSshayeOV6gkPDUavVY64zZWYmzz31fbq7u9i74z2++uhPAMg/doi7/+2bqFQqfP0DmHfNUiKi43jz5d8DkJyaQWb2wFUN3V2dtr/jk1J57qkf0NXZwdFP97Dh1rudisXRdvbiNJtMAFSUnEetVlNROvjqk5H6bLhTRoVnrB+a+z78FwAd7a1otTpb+ZH9u1m8Yh3xiTPIO3GYE4f2jbhvE3UqZySKori8TXC0D0ffP09vZx8Ah98bmBxcsK+C4DhfYjPC8PTxQKUe+M5yoaCBmLRQ2kK9qCtrprZ47Kdw7cXSWGWd0FuRXweAsbsPtWbs/x+EEFeOUSUmngYDRqMRReX6m6MYauPm+/D0NHAq9zAH9+7kgYceH3OdiqJgNlvnA/U/AvQZezH29rJyw21UVZSydM3nyD2wd9B2z/zom3R2DL3iQ1HA2GccRSz2t7MX50gmos92bXsLnd6TmRnZrL7pDmqrq9i59XWH20zFqZzRUlQKZuNAH6vUKswm6/KMa6LReKipLWmiq7WXnPUptvXKTtag0qgIjvUjISeSzuZuSo65PvfH2ViEENPbqE7leHh6SlIyjlLTsti9/T3O5R/Hw0OP2WwmccZsW7lOp7c+6odeJmmvrLjwNNet3IBO78l1KzdQcv6Mrazo7ClyFl3P1tdfpqe7i3OX3UOjrOgcKzbciqfBGx/fAFZtuM1WdqGilGuvvwGtTkfWwiUAg+K0x9F29uJUa6w5s0ajHfZxpD7TXBoJubxf+vtKq9MNWkfvaQBg2ZqNaLVa8o5+yv6PtpGzaMmI+zZV+kc01Nrh/wubTWY8fXWEJQ2crmmp7yR+bhgarRq9l5a4zIHTNcExvpSeqKaxsg21VoXFYiEg3BuAuIxQ1BqFupJmKvJriUwJcqq9uWuTmbM6adj47MWi1lj3R9X/OMJ+CiGuPuqIyKgnXN0oIDCIhvr6CQhn4gUG+FNXVzfVYQyiUqnYcOvd5CxeRnlxIQYvb5JS0zh2aB/3PviY7dTHdSvWkTBjNscPWSd0OiqrKClk/uLlrP7cHZjNJra+/meMvT0AtLW14uXjw/FD+wgJj+Lwvg9tpz5KiwvIzF7I6o13MjMji48//Cftrc0AVJWXsHjFOlasu5nzBfnExifjYTBwZoS5GI62sxfnmo13ERWbQHBYJCFhEbZHD08D58+ecthnt93zFW75/Jdt/RISHsXpE0d4/MnfAZCQPJtjh/Zy79cew9c/gMUr1rFn+3ssW7eJhYtXsuqm20memc6eHVupKi8Zz0M9RGBIGCpF5dLVR7OWxDL7ulgAYtNDMfh5UF8++OocDy8NKfOjaK7poL2hC4CW2g7CkgJJyo4gKMqX0hM1GHv6bNvMWBRNZEoQLXXtqHUaAiJ8qClqIn5OGFGpISTmRBAU6UPpyVpbnY7ai0gORFEUqs83DtkHe7FcvyUDAP8wL6qLmpizOhG9l47Y9FCnJ8CGRkTT09NFS9PQdoUQ7k+ZmzN/Wl1ak5wYz+nTp6c6DCEA+7ekF66RW9ILcfWQxESM2VRNAJ2uPHz1JK+eyfntZ+lp7XbL5Z7W7pF3RAghhiGJiRBXEN9oP2IWJVBxoMStH/PfOD7yzgghxDAkMRHiCpJ2W5ZbjYw4WhZCiNGQxEQIIYQQbkOuwRNCCCGE25DERAghhBBuQxITIYQQQrgNSUyEEEII4TYkMRFCCCGE25DERAghhBBuQxITMW0pisKSVRtsyzkbUkhbHj9l8YyWb4jB7o/lOSoTk+dqPw5X+/65q9G+Zy1ZtQFFcd8f4pXEREy4OfMXc+Pt9/D17/3XVIcyyLLVGykpPGtbbqhsxT/Ua8h6CVlhZK1x3zfdyNRgGi+0ulw2WeQDy7nj4G6vs9BEP1IWRrNgY+qI607V68yd+myiYnF0HOy9Z42kpPAsy1ZvHI/wJoRLiYmnwZPk5BmkZWSSnDIDvafnyBsJARiNRgICg6c6DJuAoBDComKoLCuyPXfhXAPNtR1D1lVpVPiFuP6ffzJo9WoCI725WDj0l3QdlU2mlpr2KW1/qjl7HNzxdWY2mfD08XC4zlS+ztypzyYyFnvHwd571kgqy4oIj44hIChkPMIbdy4lJjGx8TQ1NnIm7xTNTU3ExsZPUFjis9Zs2nxF1DmcE4f388Hbf52UtpyVc+1yCvJPDHouakYQhQcvDFm36MhFp+pMmhcxqrKxiEwJor6yjb7eob9I7KhsMpWeqLFbNlH94i7tgfPHwdnX2WSpLW5xKiZ7+zcZfe1OfTYe7xPDcXQc7L1nOeNs/glyrlk2qm0nmkuJiVqjobm5EbPFQmNDPRqtZqLiEpeJiIknfe58t69zsvzwmeft/nNWcmoa5cXnBj1XeqKG3k7jqGLyCtQTGhfgctlIstYk2x0eVlQKESmBXDhb51LZZFFrVOi8NIQm+g1bPpZ+GY3Jbg/c4zhMJHv7NxV9fSUYrl8sFguePrpR1TeW96zyonMkz0wf1bYTzaXMorbqIrFxCVRWluHt7Ut1VdVExTWtZC1cwpKV6/HxC6CjrYW66ipefeGXANx2z1eYnZkDYPvg/fHDDwAw79rlLFyyEr/AYHq7uzjyyW52f/AOC65bSdaCxQQEhfDbnz3O5vsfQqVW8/tnnxixTnu++uiPCQ6NsK13+fJI7Y123+0ZKVZn+AUE0tri2tCzT7CBmddE42HQcuFcAyXHqgGYtSSW0Dh/AJbenQnAnldOOixLvTYG/zAvio9dJGV+FF3tRgo+qaCzZfCP3ykKWCzDT1ILifOlq62XjsahP5j32bKld2diNpkpz6slfk44BQcqiU0LsQ0Pj6asfx/tSV4QhW+QJwY/PbXFg9d11GcqjYqknEiCo31BsVCRV0fl2XoAwlMCiZkZjN5bR5/RTFVBPWWnagEISwogLj0UD4OW3q4+2lu6yf+odMT2HLEXy5wbEtF768jbXcrs62LxMGipOFNP2cnBo0PDHSNH+wf2X2f29t1RLCPFqdGqmbE4hsAwL9qbezh3oHLIa9CR4fbPUV87as/RsR1tn9lrL2JGEOFJgRh8dRx6t4D0pfGoVApH/1U44j47ep05isVevyRkhROXEUZVYT16bw96u/rw9PXg+LbzTh+H0WhtacQvIHBC2xgtlxKTpqYGDF4GIqOiUas0lJYUjbyRGNHqG2/jtZd+R3lxId4+fiSkzraVvfHn/wGsCcRnP5Djk1N57cXnaKivITQimvu//l12f/AORQV5tDQ3cue9XyUtawF/++Nv8PL1dapOe/74q//i0Z/8yrb8wq/+i+9cWh6pvdHuu7vxCfLk+M5iPH08yFyRYHvDObO3nDN7y1l6d+aQDzt7ZdXFjYQnBqDWqDn0dgERMwJJnh/JyZ3Fg7Y/5uDNKSIlmKpz9U6Vnf2kAoOfB+X5dYTE+VNb2oypz0RPpxFPb49RlY2k4JMKLBYLy74wZ0iZoz5LyolEZ9Bw9P1zWMwWsm5Isn0I+Yd7k7enlO52I17+euauSbJ9eCVlR5D/cRmtte1oPbX4h/s41Z4j9mKpyK8lY0UigZE+HN9RjN5Hx5yVCUMSk+GOkaP9A/uvM3v77iiWkeJMmh9JXUkTZz4uwzfUQNL8SE595jXoyHD75/DYOmjP4bEdZZ/Za6/5Yhu9nb2kL0sgJNaPvD2leHhqndpnR68zR7HY65eyU7XEZYRRXdxM1g1JHN9eRPbaZKdiuVq5lJhERcdQ39BAV2cHoaFhREXHUFFRPlGxTRtH9u9m8Yp1xCfOIO/EYU4c2ufUdm++/HvSshayeOV6gkPDUavVADTU1dBQZ33jyTt2iI72Vtpam8YUY3d316Dl3suWx9LeaPbd0SkbZxOttpYmfP0CbHE7o6qgAQBjVx9qzdguaGuptk5Yqz5vHbWpOtdAbHqo09t7Berx9NZSXz70SojhyurKWshYEY+iUvDw0hKZEoh3kIGz+8ppb+geVZkzRnNJYnC0D0ffP09vZx8Ah98bOOVWsK+C4DhfYjPC8PTxQKUeOA4XChqISQulLdSLurJmaovH9pp3FEtjlXVCb0W+9RSGsbsPtUY9aFt7x8jR/oH915m9fXcUy0hxBkb6EJ44cGrB2NvnbNc4fA3a46g9R8d2tH1mr72utl662noB6/8NY3cfxi7n9n2k15mr7xMWswWAtrpOVCqFtvpOp+IYK1+/AFqbx/5/ZCK4lJj4+vtzobICgPq6WtIyMiQxGQe7tr2FTu/JzIxsVt90B7XVVezc+vqI223cfB+engZO5R7m4N6dPPDQ40PW6Wif3Ev4XG1vNPs+Hqdyis6dITohxaXEZCKp1CrMJovT60fPDOHi+Sbbm9pIZWaTGZPJQsLccFobOomfE87F8w1jKpsoikrBbDTblq19Y12ecU00Gg81tSVNdLX2krM+xbZe2ckaVBoVwbF+JORE0tncbfu2OhGxjMTeMRptnY72fbQUBfa/lj+qCdKOXoOjac/R/o22z5zZP2O388kYTMzrbCrEJM6guPDMVIcxLJe+9vV2dxMcEoJKUfAPCqK7y/lzkcK+ZWs2otVqyTv6Kfs/2kbOoiVD1unr6yMkLJK5i663PZealsXu7e9xLv84Hh56zGYziTOsp0I0Wt2gx+EMV6cjvb29JM6YjUaeIhRpAAAgAElEQVSrI2PeNQBOt6fT6a2P+sGXmDuz7xPh6Ke7mZ0x16l1+7/1qPofL32TU2sH//cxm8x4+uoISxp63tZeWUi8H2qNirjMUFqG+aY03ORXjU5NULTPsKdxHJU1VrURmRxI4YFKTEYT9RWtYy6buzbZ4X1K7PVVv+H6paW+k/i5YWi0avReWuIyB0aSgmN8KT1RTWNlG2qtCovFQkC4NwBxGaGoNQp1Jc1U5NcSmRLkVHuO9sFeLCO9Jhwdh9HWaW/fHW03Up1NNR0kzA1Do1Oj9dSQkBU+KNb+7T97/BztX7/h+tpRe46O7Wj7zFF7/etePjLTz9Frwt7rbLTvE4pKubT+8I+X123v/9Fw/muZlm8tsH96alZ6Fkc/3e10fZNJHREZ9YSzK3e0txMSEkpEVDRarYbK8gr6TK5lm1MtMMCfujr3miG/bN0mFi5eyaqbbid5Zjp7dmylqrxk0Dp+gcGs2Xgn5cWFXLhUplKp2HDr3eQsXkZ5cSEGL2+SUtOITkjmjnu+Aljv8BcZk0DesYND2h2uTkc8PPTccNPtZM2/jtPHD5M0Mw0PvZ6U2ZkO27v3wcfYcOvdAFy3Yh0JM2Zz/NB+p/d9InR2tBMeFUd3TzdtLY6HM6/fkgGAf5gX1UVNzFmdiN5LR2x66KA5BR5eGlLmR9Fc00F7w+BTX8OVxWeG0VzbQcayBLDA+YOV9BkHfwuMSAkEFKqLBibqRs0MxtRnoba4eUisjsp6unrR6bXUFDVh8NdzsaBxzGURyYEoimI7JXW5Wf+/vTuPj6q+9z/+OrNlkkkymewrIRthSdhXAUFQUBCxSkXUWpe215/V9tpfW2+tXe793V9brX309lZre+vtdal2sVVb1FoXVIQfCFJA1hACASIQAmTfZ/n9MRCIk50sB/J+/jPJfM8538+c2d7zPd85M3cEY+eMAGBEQSIR7jBOHq7udr9Un6gnKSeWnMkpxKVFU7q9nNbmc68zo2amk5oXR3VFHVaHDU9KFOUllYyckERafgLZU1KIS42i9OMTPbofuroNndXS3WOiq/uhr9vs7LaPmpHe6XpnDw92ts3q8joSs2PJm5pKfLqbQzvL2w5pjL8qm/yZ6W33nzvJRfmZwxZd3b4u79su+uvqvu3rPuusv7yZ6RTMywSCQSMyNpyK0nO3pavHRGePs76+TuRMTSU6PoJwdxgut7Pt0uqwUnm0tsv7oStxToPpqQar94eOLKVmZuOKiGLn1k3dbmcoGJOmTOv5ONwlIDd7JLt37x7qMsQEgqekv5a1b60e9L4tNgtzby5g3R924mvt2aGBsyYsyuHg1mPUVISOsHTVJoPnUr8fLvXbdynwOAPcNd7OTzaFDh7Mu2oZa99+lUDAnG//CibSpj8mlUrPTF06CpfHibfFx/o/7hrqckTkEvPZfCvvHvZzsvHie4tXMBERERHT0I/4iYiIiGkomIiIiIhpKJiIiIiIaSiYiIiIiGkomIiIiIhpKJiIiIiIaSiYiIiIiGkomIiIiIhpKJiIiIiIaSiYiIiIiGnYerWw1caIkSMJj4igvq6Ww6Wl+E36I0AiIiJy8enViElaejoN9fXs2bmT5uYmEpKSBqouERERGYZ6FUwioqKoOFGOP+CnorwCt9s9UHWJiIjIMNSrYGKzGATOHroJ+LE7wgaiJhERERmmehVMGhobiY9PwGqxEK/DOCIiItLPehVMjh/9hNi4ePLGjKWluZXWluaBqktERESGoV59K6e+voG9e3cDEBefQH1t3YAUJSIiIsNTr0ZMMjIyAIPIyEgSkpI4efLkAJUlIiIiw1GvRkwCASgsLKSltZWjRw7TrEM5IiIi0o96FUzKyo5QVnZkoGoRERGRYU6npBcRERHTUDARERER01AwEREREdNQMBERERHTUDARERER01AwEREREdMwfTCJsllZlRqDw2IMdSkiIiIywHp1HpOhcH9mHJPckSSH2fnpwYqhLkdEREQGkKlHTO4bEUe+y0ldaysTIp18LtUz1CWJiIjIADJtMFmWGM3l8dGEWa0EAgHC7TauTY5hrsc11KWJiIjIABnSQznukWPImLWEiMRUvPV1nNi1gU8+fJOA3897p+v5oLIet83Kk+NHcts/SggArf7AUJYsA8gwDOYsXMIHb7821KXIeeZeuZR177xOIKDnnogMvCEJJvbwKPJv/CdSCi8j0NKEgR/ik/Fk5ZN+2VJ2/+Fn1JTtb1veYjGo8vrobSbJzR7Z4fVjx44NuW737t292/gA+UyelXGJFv59fWuPlk+NNLhnso1kF6w95Oe3u30DXOHAmb9oOcV7d1zwdvKjc0mJSCYtMoXn978Y0u5xuFmYNh+3w83eqiLWl394wX1eyg4W72X+ouW8+/dXhroUERkGQoKJzWbD5XIRH59ISUlxyAoZGSOIjomhtrqaQ6WlGL38tozV4WTsyvvxZI0l1gmRcXFYbVYC/gCNjY2cMuIZf/u32PHCY1SX7un7LTujJ4Gjo6AyVFx2yIvt+RG2O8bbWHvYx7ojAf71chtcpMHEE5dAUlpGv735eQNeoh1RHbbNTbmMPVX72FddzIqs5Qom3Sg7VMLcK5fgiUug8pQmoIvIwAp5B3S5XCQkJhEZFRmysMcTh93uYN/uXRiGQXx8Qq879OQU4MkpJMXjwqivZMfzP2Hdo/fz4RPfoqp4G4keFzaHjeyFN2Gx2ft2qy5iz+/y9mr5zGhYe8RHky/Ag+/2bJTFjKZcdgVFu7b3y7aKavazrnxjp+0JzniKqvbR6vfyu5I/90ufl7q9u7YzZdb8oS5DRIaBkGBSXV1NcVFRhwvHxsZw4kQ5rT4fJ09WEOOJ6XWHqdOvItxmwUKAotVPEzNqMpPu/RE5y+5m/+vPUVlaRExkBM7YZJzuuN7footcwOjdCJTTbqHFd/Gf4yU3fxyHD+wblL4cVjvewMU5sjRUDpfsI3d0Qaftd3/lIe66/6FBrEhELlUdzjHp7PCMw+mksaEegKbGRhzOsF536ErOxGYxaPX5aa45TVR2Ia1eH86EEURl5FJ9pISklBzsriisThfUXPpDxx5HgC9NtpMdY2HdEX+7NpctwJcm2Rkdb+FYXYCntnopqwvwzZk2xiVYAXhmWfB++Pzq5m77euTuMUzL9/DTl/bz0Kp8jp5q4qHf7KaoLHi/rroildsWZpAaH059o5c/vlfGf/6llM8tTOX62WmkJ4Rz7bc38ORXJ2C1WvjM9zcBsGJuMl9ckkWiJ4xT1S2UHK3jn372MQBul40f3DmaafmxHDhWz3ee3kvx0fp2dbk9sdRUn2533Wh3HlMSJuKyRdDgbeR0cyWvH3kLAIfFwYK0y0lzpVLZXMl7n6zjdEtll7d96YhFjIhMB+B/jb0LgCd3/6bbfdaV6XMWMnH6bDxxCTzxo2+z6u6vYrFa+dVPvg9AeISL5SvvJDM3n5Plx/jrH56movwoABNnzGXuwiVEuT3U11ZTcfwoLzz1M66/5W4yc/J559WXWHLDKqoqT/HKC7/hxPGytm1ev+puRmTnUVZawkvPP0VjQx133PcgMZ44fv8/j3PDrV8kKjqGzR+sYc0bL3fZX3d1AtRUn8btie10PxiGBfB32i4i0lO9mvxqs9rwen0YFgOv14fN2vu5swG/D6/f3/Ypv9UPfn8AXwB8rS34DQstPj8Bv59AP32q7WoOiRkmvd423k55fYDHP2pmRqoVsLa1fa7AxoYyPz/f0sroWAu3FVr50QYvj270Al6eWRbWo0By1uoNx1k6MwWX08rVD21g1fxUHrolj88/ug2AGfkx/PMvdnCwvJH8dBfPf2sq//mXUtbtrOTY6Wb+494JXDM9iS8//jHx0Y627f7vFXl87cmP2VxcQ4LbzmVjz51z5qGbc3lt0wke+OUupo+K4du35HLHY90ftpmVNIO/l73N8fpywu0RpEektrXNTZpJcVUJb5WtISU8idkpM1h96I0ut/fa4TeBYCi50EByVknRTqqrTrPyjnsZN3E6v//N47iio9vaF19/Mzu2buLF535JZvYorrnhFp598jEAFl27gj8+8ySHDxQTGeUmKz/4OP34ow2MnzyTMKeTn//wIaZeNp+rb7iFZ3/xaHC95SupPH2Kl5//NfOuvp7F19/MKy88xfp3/saqu+8nN7+AZ574MbEJidz2pQfagkln/XVXZ0889bN/v+B9KSICvQwmXp8Xu82K1+/HZrPibe19cKg5XIzLHYvVGiAsIZ0Tm94kbsYS6ks203CslPjLltPQ1EprfTXexoZ++dqQGcJHV8bEGfzLuz7qvQZrDvv5/IRzbYWJFmZlWIDgfJvG1gv7yua63cFRhd+/dwyA3675hDuvHtnW/rVf7WHpjAS+sCST7GQXNmvwaN/B8kYOljcC8Pqmck7WtFJe2dK23h/eK+OuazKZMqqGNzaf4M/rytva5hTGs3TmuVBR1xA6F6a2upJot4dTFefW21W5h0nx4zkRcYL9NQcpqjk3GTsjKoNRnty2/5t9LQyFUxXlbTXv3LqJ+roaamvOjdzk5hcyfvLMtv+bGhva/v5o/XvMXnANI7NHsXP7ZrZvWgfAgX3Bx+uWDe8B8OG6NVx2xdVt6+WNHs8vHn2YpqZGPnhrNfd+MxgKivcER6jWvfM6APV1Ndjt58JjZ/11VydAtNtDTVXXI1IiIv2hV+/7zc3NhEdEUFtXR7gznJaWxl53eHTT34kfMwWLAfFX3MLp9S9z8Pn/i83lJmXZvRieVBrq66kvP0Jz9Umc1ot//kR3LIZBayej4IYB973RQu0FBpLOOO0WvL5znf/wrtFER9h4fXM5v337CL/79vSQdU7WhAaL/3j5IJHhVq6aHM83bsql5Ggdj7544MxtMLj8gbWcrut8Ym/Jvj2kZ+W1CyabKrZgN2xkR41kVtJ0Kpuq2FCxObhN4H+KXqDJ19TXm97v6utqQq4zDIPHvvcADfV1IW1r3ngZhzOc0YWTWbTsJk4cP8rbr4Z+vdlus+PznvsQYBgGfn/wPjt72RNd9ddVnQAZ2aM4UHzh35ITEelOh99LddiDcxbCHM5211edriI+MQmbzUp8YiKVlVW97rD6cDEVOzbQ6gvgxUbsgs+Rfvv/IemGr2HEptHc3IyvqZ7i154m0IsX3U+zWII3LSIiosvlzrYbvZx02p8OVPm5JtuC0xpgXkaw7oL4YD17TwW4aYyFSHsAjzPAyjHnDvM4rIF2l71x3axEosKtfPm6kWzbf+5+nD8xgSdWH2TNtlNEOoNf455z5rBMuMPS7vJ8X1k+knC7hb9uOMFv3jjEjXPT29o+2neaB27MwRNpI8nj4OsrskPW37LhPcYWTmp33bT4SdgsdoprS9h68mPGxI5ua/uk4TgzE6bitDqIsEYwM3Fau3XtFtuZy/bf7LIZ1naX5/vhfDtfm977b4LZzoxK2M4bnTjrUMk+Fiy9kfCISKKiPVy5dEVb2/zFy7Hb7ezcsoH1777BlJlz261bOGUWTmc48xZfR1npufP6HCjezZyFS3E4w5mzcCkH9wcDg+PM89XuaF+PMzyi2/66qhNgTMHEthGcjmjyq4j0F2tKatr3z78iLj6BnNwcAOITEsAP9Wc+RTXU1xMdFUV6xgiamps4dvRo79/QA35O7tmMI8pDVFo2rU1NeJsb8bY0E/D7qC8v4x+//h4ttcFhY6fVworUWJ4vO0Vv3n4DgQA+n4/kpCQaGxtpbQ39lB8REUFGRgYnTpygsbH3oz/9paQywLV5FlaMtrOjIkCex8BlM9h83M/ekz5mpdu4pcDGlBQrfy3yUdUM12RbeGh2MEBel2djSrKFdw/1LMjde10WW4urePy+CRjA957bR01DcDTDboHv3jaalfPT2FJcRUykjVnj4picG81P7hkPwJeWjmR8ViSvfniibZtfuT6LVQsz+Ppnc5lTEMcvXz3AxwdrAfioqIqlM5L45spRLJyYwK9eK+VEVftDLw31dSSnZdLU3ERtdfC+n54whcLYMcxKmk5mZAabK7ZS0XQSgKP1x8mLyWZ28iyyo0fw0cltNHiD9+HyzCXMS50NwOT4CaRFpFBUXcz42HFcn7UUgCkJE8mKHMHuqnPfQItzGkxPNVi9v+eBeNnKO7jp9nuA4BlSUzOy2Ln13HlRSg8UMX7yDBYtX8nowomsfec16mqCQXD+NdczY/ZCrlz2WXJHF/D+W69y9PBBAOYtuo4jpcWsvOs+AFb/6TmazxxeOXKwmGmzr2DRdTfh9/t49cVnaW1p5tuPPAlAVu5Ytm76gDu+/CDRMR5mL7iG999c3WV/XdWZmpmNKyKKnVs3dbofpsycBwTY+uEHPd53IiIdMSZNmTZk55l2JaSRUDCTMHc8rY111JTu4WTRP9otE2O38vupuSzZWNTrM78COJ1hpCQlcuTIERoazh03PxtKPn39pS7CYWXTE/O47KvvU9Ngrq/MGobB3CuvZe1bq4ekf48zwF3j7fxkU+/OJdPf7A4H3/rBEzz6na+GzPUYCvOuWsbat1/VKelFZFAMaTDpiQsNJhAaToZrKAH4y79OJyc1kvpGLzO+snaoyzGVz+Zbefewn5ONQ/uUuOfr/0picirNTY088vBXhrQWEZHBZvpg0l/OhpOKigoSEhKGZSgRERExu57/KMtFrqmpmfITJ0lOTqasrEyhRERExISGTTABaDgzwbW+vr6bJUVERGQoDKtgYmaRkaE/migiIjLcKJiIiIiIaSiYiIiIiGkomIiIiIhpKJiIiIiIaSiYiIiIiGkomMiwFTwF/tJ218WlRzH9unzi0qOYsjRviCobHvq6rwd7veHsYtlnndU598qlQ/oDrdI3CibSoe/MtvV42ZWjrXxvTu9/lXeozV+0nIPFe9v+d0TYGVGYxIFtxxhRmETRxrIhqStrYhITF+dc9P0lZrvJm5HO9OX5IW193deDvd5Qmhfl487E0N9tuisx9AdJB8JA7bOIaAeTrsll9spxZE9J6dk6bicTF+cwe+U4Jl6dS3j0uV/y7qrOg8V7mb9oeb/U3R/ik1L44gPf5cEfPM6i5TeHtN9537+EXDdh2myu/ezt3P/QDwejRFMICSY2mw23201OTmg67qpNLi1Fp3r+SwVhVsj2XFwZ1xOXQFJaBmWHStquS872sPPdg0REO9n57kHqTg3NL05bbBbcCa5Loj+/z0d4VFjI9X3d14O93lByWgKMcIY+Dw81Dc5zbaD2We70dI6XVLLxz3uIS43q0Tr5s9I5daSajS/tofKTGvIvy+hRnWWHSkhOz8ATl9AvtV+oJTd+jm2b1/HT73+dvNEFIe2HD+zrcL3W1lY8sfEDXZ5phDzCXS4XCYlJREaFnvCrqza5tPxxb+e/PPy5cdZ2/z+7y1y/UtwTUy67gqJd29tdd3jnCVqbfG2XHcmZ2rNPeBei5KNjA95HX/rr7W0/caC60233ZF+bYb2h9GaVtcPr36np+Pr+dqH7rLPHS1RsOOUllfi8fjav7viN+NNc7jCOFp/G1+qnbM9JIt3OHte5d9d2psya3+v6B0JKWgZbP1xHS0sTTzzycEj7O6+/FHLd9s3r+fsrvxuM8kwjZLy+urqaqsoqJk6eHLJwV21yaXBaDaIcfsbEWVlb5g9pz4o2mJ5m5bmLMIycLzd/HFs39u7XlV2xThIzPYMeHMygo9seCASIiA6jsbZlCCu7dAU+NTfCYQQItwQYGRZge8OFh5PvPvbrTtv+7etfvKBtd/VcsTms+H2hry1dqSyvJ3VUHEd2VRDmcnD6eF2P1z1cso8Zcxby9qsv9qrPgRAW5sTbGvp8cTichEdGMjInn+2b1/drn3d/5SECAfjNz3/Qr9sdSB1OJDAsnU8W6qpNzO+ZZWF4fQFe3+/junwbz3zsZUmuhYQIC59f3cznC61ke2wkR1pYW9bcbt37ptiYlmpt2w7A51efWybPY/CFiTY8ToN3S338bk/34cVudzFnzt0kJuZx8mQJH3zwFC0tdcyefTeJifls3foS06evoq7uFOvX/4bq6rK29WbPvpPk5Hyqqo6xYcPTVFcfZdGiB4mMjOO99x5n9uwv4nLFsGfPGrZvf7ldv25PLDXVp3u838bMHUFiZgwA824bD8D7v/0YAJvdyqjZGcQmuairambfxjIaqpsASM6LJWN0PM5IB95WP0eLTnJoxwkgeAglZ0oq8enRYAQ4srOCsr0n2/qMio9g9Kx0wiLsfLLvFAe3Hu+yv5RRcSTnxBIR7WDTX4somDcSi8Vgy+vFPbqNnfXX2W3PmphMZmESR4tP4owMo6XRS3h0GNve2N/j/dpf5t02Hr/Pz+GdJxg5IZmijWWMGJdAeFRY2/3UF+GWAMtjfYx0BjjZAn85baPCa3BnQisxNj+/O2nnxjgfUTbYVGOwpib4kmo3Alzt8ZPv9GPgZ12NjQ111rZtfibWS4YTPmky+PNpK43+4OtqpMXPDbE+Upywvb79gPYSj490R4A4B2w/fC6YdFdLht3PklgfcXY/1V4L5a0GyXZfn8PH1GtH4Ypxtu3XT//f2eOlYEFW26GbTz+HurN33WHGXTGS6AQXLY0t7F1/pMf11lSfxu2J7fHyAAszrSzKthAfYdDYCu+W+vjzvuDr2bwMC8tGWfE4DWqaA3xSG+CxD0PnAp3v1i89QM6oscC5QHj+/l+y4lbSMrKIS0jqVTAJj3CxfOWdZObmc7L8GH/9w9NUlB9tt4xhWIDeBcGh1vMZjnJJ+O9tXtIi4S/7vUxNtbChzEtzq5VTTcEn1q+2eTECAZ6+zhmy7uNbvLDFyzPLwtoFkrOyYiz8aEMLyS4L/3uGvUfBZNq0ldTVnWLdul8zceL1TJt2M+vXP0VJyQays2ditzt5+eWHGDVqPtOn38Jbbz0KwPTpN3Pw4CbWrv0liYmjmDbtFt5++zF27vwbCxfeT0pKAW+99WOiohK58soHQoJJb+354DB7PjjMvNvGh7yY5kxLpeJgJXvWHiI6MYKcaansePsAADHJkex8v5SmulZcMU4mLc5pCyY5U1JxRNjY8rd9BPwBJl6V0z6YxIWz7e0DhEeFMX5BVltQ6Ky/qmO1tDS0UDA/i4QRbna+X0pYeM8nJXfWX2e3/dCOE2QWJnH8QBUTr8ph25slTL46t287+ALt/X9HiHCHcXhXBQmZMZworcLn9dHccGETRa+O8bKjwcqLpwwy7X6u8Xh5tsLOulortyRCnjPA0ydsxNoC3JbY2hYGrvb4ibL4+dVxK35s3JHobQsmi2N8VLYavHTKwvyYAFfH+Hj5dHC9JR4fp3wGLx61Mja8/ZvJK6dtGIEA381s/ybYXS3L41p5u8pGcbONUc4Ai2Na+c/jDvpq6xv7mXPzufkRW/++nzkrz/3f2eNl55qDAB0+h84GlY68/9uPiY6PoL6ykYpDNeTPSscdX0NlL0ZNemtMPPx8s5djDZARCd+dY2sLJjePtfHzj1opOu0nxmmhIL77D+vP/9dPgWAo6SgQvvLCf2MYBt/58X/1qs7F19/Mjq2bePG5X5KZPYprbriFZ598rN0yT/3s33u1TTNQMBlmNh718uBMOzYDYp0GC0bayIoxgqHjjE8PIffUmwd9gEFlUwC7tWfbSEsbz1/+8jCtrY1s376a5cuDT6Ljx3cDUFz8HgD79q2hoODqtvVSUwvJzp7Z9n9LSwMAR48GX/B27XodgKamGmy20Bfh2upKot0eTlWU9+5GdiA2NYrkbE/b/60t5/Zl0bojxGdGM6IwifCoMCzWc5+C49Oj2PK3/bQ0BJf/9PH2o0Wngttr9GK1nVuvs/4aa1vaDqtUHKqmtclLa2PXn+R60l9nAv7gxMzaigYsFoPakw097qu/VRyqpnDBSAyLQZjLTmpeLJFxEexdd/iCtpvr9DP+vCl1Td5gWChusgA+PqgNho36FgOH5dw+yw/z8usTDmrPjIQ8cfxcQMxz+njiuIOmgMHa6gBfTm7h7EvxyDA/Txx30Og32FJv5dq49uGko+dmd7XYjOBX4/FDiy+AAfgDRp8P5fi87WvytV74p/HuRk6yJ6ew472DtDR4KdpYRt60VLa81rORwGi3h5qqyl7V84t/eJmZYuXaXAspUWA973n7TqmPa/OsjD5tYeNRP+8f6Z/RiECg5184OCs3v5Dxk8+9DjY1Dt1zsD8pmAwzLT6DZh/cNMbOgWo/n8m38v6hoRvmMwyDQCDY/9nLjlitdvz+cyMwhmHwhz88QEtL3z41lezbQ3pWXr8EE8OA9X/chbcldIRo1Kx0bGFWThyspLGmhSlLzn2jzbAY+M97UbdYLT069t5Vf2e1NvU8kFwK/D4/Pl+ArEnJ1JxqYOSEZI7tP3XB2zWAH5fZaPD3LqxbDWg5733GbgRoDRht2/QHAoBx5rJ9f/39ZeAPamxcFePjM3F+arwWVlcGQ9KFziMZTOHRjrYAVH+6kfDIno/4ZGSP4kDxnl7198UJdlwOg41lPt48EOB7884dOvtTkY9wa4CpqVZuGWflk5pAj0aHB4JhGDz2vQdoqB+40aOh0OHHIoc9OH8gzBE6nN9Vm1wctpcHmD/C4H+2+2hshX+Ut38zdFiDL5bhto5fjL2+AOmRBleMCD58ImzB5Z1n1ju7/tnru3Ls2G4KCpZis4VTULCU48fbv4BkZc3Cbg9n/PjrqKg4N3ehvHwfkyffiMMRSXi4h0mTVgBgsznPXAZfuKzW4KXdHtFuu1s2vMfYwknd1vdpfp+f8GgHSTnnjllXlteTNSkJm8OKPdxG1sTktrb4jGhKtx/ndFktVruFQCCAJzn4Ebz6ZAMjJyVhs1txuuxkjk8M1nxmtMJy9vLMpzWr3dJtf2eXPX9k5qxJV+cyYVHo+Uq666+z2352vpnF2vHl+ZKxNLcAABTLSURBVNv+9La68sP5dr42vffnxTl9tJbU3FiKN5bha/Vx8kjNBfdX2mxlodtHuCVAlMXPle7gG5DDCD627Z+6dBrB59LhFisLzqznsQaYH3XujetAs5U5UX4chp850QEONp970/uk1cplkX7sRoCJEcF1sh3n1j3bj8Ny7rnVXS3z3X5eO2XhP446ePy4nf398HVjX6sPd7ILi9VCYpYbAHdy+29rdvRc6erx2ZXaU02MGJeA1W4hbXQctaeberzumIKJbNnwXq/6m5xs4eW9Xv5RHsBpD45mFMQHa75xlBWHFdaX+Xi12Mf8zJ5NRLbZHe0uO2t3OMND2hxn3m8/3XaoZB8Llt5IeEQkUdEerly6ImTdu7/yEHfd/1CPajQLa0pq2vfPvyIuPoGc3OCLV3xCAvih/kwa66rtYhHriaGiomKoywjhcDhoaRmcbzfUNPtxhxm8f8RPepTBm6VeggO8wQmu90wOPkGuzbOSHmWw6Vj74JIQDrcU2Nh7ys+BqgBPLQ0+acbFW3j/sJ+HZzvwhBtcm2fjlX1df5KoqCgmP/8Kpk69iUDAx8aNz+L1BuevTJhwHeXlxVxxxX0AbNz4HK2twaHK8vIisrJmMG3aSjIyJrJjx2s0NlZx661PApCUNJaSkg9YtOhBXC4PBQXX8PHHq9v6baivIzktk6bmJmqrez7MG+aykTctjary+rbzJVSX15GYHUve1FTi090c2lne7hDKqJnppObFUV1Rh9Vhw5MSRXlJJdUn6knKiSVncgpxadGUbi+ntdnL5bcUAhCT5OJ4SSUTFmXjdDkYUZDIoY/LO+0vb2Y6BfMyAcgsTCQyNpyK0qq2OlJyYzEMg+P720/67a6/zm57ztRUouMjCHeH4XI72y6tDiuVR2sZf1U2+TPTARhRkIg7yUX5ge73dZzTYHqqwer9vRvJa25sweG0U15SSUSMk2NFPZvc3FV/pc1Q6Aqw2ONnTHiAtdUW6vwGD48I3r9ZYX621lu5M9FLtA3muAO8X23lSLPBxAg/V7m95EUEeLfaSv2ZUZfDLQbTooLb9AOrT1vbRlM+aYbZ0X4Wur3sb7YywhHAaYU9jRZWxHm5MT5Y49xoPwm2ALsbLd3W4jICjAoPkBQGo8P9jIvwE2sNcKSl7wHFYrOQOyWV5BwP5aVVxKZEY3VYOHVeGPz04yV1dByTFgfnIGUWJhKbFh3yWOxMZXktafkJ5ExJwWq3sm/jkS5HDM9KzczGFRHFzq2benf7gDsn2Lgi08K+0wEiHVCYGHx9WzHaysJsG6vG2hifaOHlfT4OVHX9IWzWvEXcce83gODZaPMLJrFlw/tt7Stuv4cbbv0CAHMWXENCchq7t38EwB33PcjSG29ra8saNZZtm4ITZEsPFDF+8gwWLV/J6MKJrH3nNepqqs7vmikz5wEBtn74Qa/2wVAyJk2Z1vsDWxex3OyR7N69e6jLCBEZGUld3cUV8gaSzeZg1aon+P3vv9oWRvpb8JT017L2rdXdLyyDxuMMcNd4Oz/ZNDiHowa7v8H2jdRmVlfa2N9kIQBkhwX4TGwrjx4NPfHdpWbeVctY+/arfZq/IUPn4jpdpwwbV1/9bQBuuOFHA9ZHIBBQKDGhpaMiaBgzjZiY4NloY2Jc3HXXvEumv8H2ZpWdK6K9fDOthW+ktLDA7eO1yuExvfD9t1YrlFyEhsejUy46r776vaEuQYbAyJEJOKaO5W9rdnPDDVNZs2Y3CxaMZc2agRnlHOz+hsL2BgvbGy790RG5dCiYiIhpLFgwlpde+oiqqnpeeukjbrhhatv/l0J/ItI9zTExCc0xERER0RyTYSsyUj/EKCIi5qNgIiIiIqahYCIiIiKmoWAiIiIipjGsgkmUy0UgEMDtdg91KSIiItKBYRNM4mJjiI2NoaysjMTERJKSkoa6JBEREfmUSz6YWC0WUpOTcNjtHDhwgNraWg4cOIDT6SQzMxOrtWc/wCQykIKnx1861GUMS3OvXIph9O7Xg0Vk4FzSwSQszEF6WiqNjQ0cOnQIny/4o08+n49Dhw7R1NREdnY2YWE6K+JAi09K4YsPfJcHf/A4i5bfHNJ+533/EnLdhGmzufazt3P/Qz8cjBJ7pKM6+8P8Rcs5WLx3QLYtXTtYvJf5i5YPdRkickZIMLHZbLjdbnJy8kIWDgsLIycnl3GF4xk1agwul2tQiuwLwzBITkygvPw45eXlHS5TXl5OeXk5GRkZ+sQ0wJbc+Dm2bV7HT7//dfJGF4S0Hz6wr8P1Wltb8cTGD3R5PdZZnRfCE5dAUloGZYdK+n3b0r2yQyUkp2fgiUsY6lJEhA6CicvlIiExicio0BNwJSencPjQIXbt2EF1TSXp6ZmDUmRfBAIB7HY7NTU1XS5XU1ODw+HQDz0NsJS0DLZ+uI6WliaeeOThkPZ3Xn8p5Lrtm9fz91d+Nxjl9VhHdZ61+PpVfdrmlMuuoGjX9r6WdMnq6/7syzb37trOlFnz+70/Eem9kGBSXV1NcVFRhwvbbDZava1AgPLj5dgc+qkd6ZmwMCfe1paQ6x0OJ+7YeCZMmz0EVfVcd3WmZIykYNK0Pm07N3/cgIzEXMwuZH/2ZZuHS/aR28FInogMvg6ThWHp+LBGScn+tr/DI5xUV1UOTFVyybj1Sw+QM2osAN997NcA/NvXv9jWvmTFraRlZBGXkMT2zet7vN3wCBfLV95JZm4+J8uP8dc/PE1F+dEu1/nuY7/G6/Xy/959g8uvupbX/vw8l12xGE9sPG+88nsmTp+NJy6BJ370bVbd/VUsViu/+sn3u61zxe33MHb8lA5vY0/qdHtiqak+3fb/9DkLu6ylq21OnDGXuQuXEOX2UF9bTcXxo7zw1M+4/pa7yczJ551XX2LJDauoqjzFKy/8hhPHy9q2ef2quxmRnUdZaQkvPf8UjQ113HHfg8R44vj9/zzODbd+kajoGDZ/sIY1b7zcZX99vY8uZH+eXfbpXzzKqi98lTBHWNt6XW0ToKb6NG5PbLe1icjA6/OQR0yMh6Nln/RnLQNm7NixnbaZ8Qf9LiXP/9dPgeCbwflvBGe98sJ/YxgG3/nxf/Vqu4uvv5kdWzfx4nO/JDN7FNfccAvPPvlYl+v85Y/PkJCYwgfvvMaY8VPYsfVDWlqaqak6TV1NFdVVp1l5x72Mmzid3//mcVzR0T2q80/P/rLT29iXOkuKdnZZS1fbXHTtCv74zJMcPlBMZJSbrPzgY//jjzYwfvJMwpxOfv7Dh5h62XyuvuEWnv3Fo8H1lq+k8vQpXn7+18y7+noWX38zr7zwFOvf+Rur7r6f3PwCnnnix8QmJHLblx5oCyad9dfX234h+/On/+ebfPb2/8WJo2W8+/rL7N7+UY+2KSLm0qdg4vHEcuzYMbhI5mUofJhbX+b35OYXMn7yzLb/mxobul1n19ZN3PZPD2CxWIiO8TB11jxS0jP583O/AuBURXCS9M6tm6ivq6G2pv2I4EDVWVtdSbTb09b/qYryLmvpapsfrX+P2QuuYWT2KHZu38z2TesAOLAv+BzYsuE9AD5ct4bLrri6bb280eP5xaMP09TUyAdvrebeb/47AMV7PgZg3TuvA1BfV4Pd7ui2v57e9t7qapu11ZW8/vJvufkLX+G1Pz1HXW11j7cb7fZQoxFgEVPodTBxu91UVgaHnZ3hTpoam/q9KJHuGIbBY997gIb6uh6v421tobWlhYVLV3D0SCnzFl/HPzZ+ELJcfV3XE6b7u86SfXtIz8prCyPd1dLVNte88TIOZzijCyezaNlNnDh+lLdffTFkObvNjs/ra7dNv98P0HbZE13115f7qDs92eYnh0sZmTOaiuPdHzY6KyN7FAeK9/RHiSJygTo8j4nDHjyvR5jD2e76yEgXVZVVwRUNg3h9vU56wHbmE7btvE/aHbU7nOEhbY4zj8FPtx0q2ceCpTcSHhFJVLSHK5euaGv7wlcf5q77v9VhXyV7dzBl5uW8+uJzNDc1sm/Xtn6pE8Dr9ZKQlMqkmZf3qM6ztmx4j7GFkzrsq6Nautrm/MXLsdvt7NyygfXvvsGUmXPbrVs4ZRZOZzjzFl9HWem5OWMHinczZ+FSHM5w5ixcysH9wTfps/vf7mhfjzM8otv++nofndXb/RntjiUrdzRv/fUPpI4YSUrGyB5tE2BMwcS20SQRGVrWlNS0759/RVx8Ajm5OQDEJySAH+rPfDoZM7aA5JQUkpNTSEpOxu/ztY2emFGsJ4aKiopul0tISOjRcgPJ4XDQ0hL6rZWLvb9Z8xZxx73fAIJn2MwvmMSWDe+3ta+4/R5uuPULAMxZcA0JyWltcwPuuO9Blt54W1tb1qixbNsUnHhaeqCI8ZNnsGj5SkYXTmTtO69RVxMMzZNnXo5hWPjHh2tD6qmtrcEVFcW2TetISE5j87p3CAQCLFt5Bzfdfk9bnakZWezc+mGP6jzLHRvP4uUrOXygmE8OH+y2zrMa6utITsukqbmJ2urKbmvpapvzr7meGbMXcuWyz5I7uoD333qVo2dqmbfoOo6UFrPyrvsAWP2n52g+cyjkyMFips2+gkXX3YTf7+PVF5+ltaWZbz/yJABZuWPZuukD7vjyg0THeJi94Bref3N1l/319T7q6/588P/+J1HRHrZtWs9nb7+HKTMv5/03V3e7zdTMbFwRUezcuqnTWkRk8BiTpky7OCaK9EFu9sgeLzvU81AiIyOpq+u/IW+z9SddC56S/lrWvrW6+4X7wO5w8K0fPMGj3/lqv8z1uJTMu2oZa99+VecyEjGJSzqYdCQ3e+SQh5COKJjIQLrn6/9KYnIqzU2NPPLwV4a6HBGRTukMaSLDwC8f+95QlyAi0iOX9I/4iYiIyMVFwURERERMw2YEfN0vdYkJCwsb6hI6NNh1DXR/jzzyCAAPPvjggPYjIiKXDo2YiIiIiGkomIiIiIhpKJiIiIiIaSiYiIiIiGkomIiIiIhpKJiIiIiIaSiYiIiIiGmEnJLeZrfjckUSF5/Igf1F7doio6JJSU3HHhZGc2MDZUcO0dzUNGjFioiIyKUtZMTE5YokPjGJyKiokIVTUtM5WFLM3p3bqa+rY0Rm9qAUKSIiIsNDSDCprqpkf9GeDheuqCjH623F7/dzovwYNod9wAsUERGR4aPDXxc2DKPDhatOnwLAYrGSkJjEyfLygatMREREhp0+TX4tmDAJZ3g4p06e6O96REREZBjrUzDZuf0fNDTUkz5iZD+XIyIiIsNZr4KJO8YDgN/v5+SJE0S73QNSlIiIiAxPHQYThyMMgLAwZ7vrE5NSsNlsWCwWEhKTaGhoGPgKRUREZNgImfwal5BEWnoGAPljCzh+9BNOlB8DoPz4J2TnjsYRZqe+ro4jpQcHt1oRERG5pIUEk1MV5Zyq6PjbNjXV1dRUVw94USIiIjI86ZT0HXC7I/jc5y7D7Y4YtP9XrZp+yfUnIiLSW9aUlJTvD3URgyk2NpbKyspO293uCK67biJr1+5j0aJxVFc3smjRuAH/f/36Eq66auwl1d+0abMBePvttwfr7hURkYucMXny5MBQFzGYcnJyKCkp6bR92bJgKKmubmgLKX/967YB/7+hoZWICPsl1d8jjzwCwIMPPjhYd6+IiFzkFExMwm6309raekn1p2AiIiK9ZQsY1qGuYdA1NzcPdQkh7Hb7oNY1GP398z//84BuX0RELj2a/CoiIiKmoWAiIiIipqFgIiIiIqahYCIiIiKmoWAiIiIipqFgIiIiIqahYCIiIiKmERJMbDYbbrebnJy8TleyWa2MGVMwoIWJiIjI8BPy68Iul4uExCRcLleHKwT8ATKyMnGE2Qe8OBERERleQkZMqqurKS4q6nSFhOQk7PawAS1KREREhqcO55gYFqPDhcPDw/HEeDhQsm9AixIREZHhqceTXy2GQVJyMgcP7Mfr8w1kTSIiIjJMhcwx6UxiYhJlh48olIiIiMiA6XEwSUpJISklpd11EyZO4nDpYSqrTvV7YSIiIjL8dBhMHGcmt4Y5nDS3NAGwfdvWtnaLYVA4YSI7tm/DHwgMQpkiIiIyHITMMYmLT2DMuLEAjB47hqTE5Hbt0dHRFE6YCEDhhImER0QMQpkiIiIyHISMmJw6WcGpkxWdrlBTU9Nu9ERERESkv+iU9CIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYmUVdXd0n3JyIi0hMKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhoKJiIiImIaCiYiIiJiGgomIiIiYhr/Hzt1bNAQMZ/9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/10_7.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>运行爬虫,爬取网页</b>\n",
    "\n",
    "命令格式：scrapy crawl 爬虫名称;此命令在爬虫名称.py所在的目录下执行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrapy crawl itcast"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>提取数据</b>\n",
    "\n",
    "重新编辑`parse()`方法,完整itcast.py文件如下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "import scrapy\n",
    "from myspider.items import MyspiderItem\n",
    "\n",
    "class ItcastSpider(scrapy.Spider):\n",
    "    name = 'itcast'\n",
    "    allowed_domains = ['itcast.cn']\n",
    "    start_urls = ('http://www.itcast.cn/channel/teacher.shtml',)\n",
    "\n",
    "    def parse(self, response):\n",
    "\n",
    "        \"\"\"\n",
    "        with open(\"teacher.html\",\"w\",encoding=\"utf-8\") as file:\n",
    "            file.write(response.text)\n",
    "        pass\n",
    "        \"\"\"\n",
    "        items=[]\n",
    "        for each in response.xpath(\"//div[@class='li_txt']\"):\n",
    "            item=MyspiderItem()\n",
    "\n",
    "            # 使用extract()方法返回的都是Unicode字符串\n",
    "            name=each.xpath(\"h3/text()\").extract()\n",
    "            title=each.xpath(\"h4/text()\").extract()\n",
    "            info=each.xpath(\"p/text()\").extract()\n",
    "\n",
    "            # xpath返回的是包含一个元素的列表\n",
    "            item[\"name\"]=name[0]\n",
    "            item[\"title\"]=title[0]\n",
    "            item[\"info\"]=info[0]\n",
    "\n",
    "            items.append(item)\n",
    "\n",
    "        return items"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "重新执行:scrapy crawl itcast"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>注意</b>：使用文件内容来运行scrapy爬虫.打开项目,在项目中新建一个start.py文件,内容如下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scrapy import cmdline\n",
    "\n",
    "cmdline.execute(\"scrapy crawl itcast\".split())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "然后执行start.py文件即可"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输出JSON格式,默认为Unicode编码\n",
    "scrapy crawl itcast -o teachers.json\n",
    "# 输出JSON Lines格式,默认为Unicode编码\n",
    "scrapy crawl itcast -o teachers.jsonl\n",
    "# 输出CSV格式\n",
    "scrapy crawl itcast -o teachers.csv\n",
    "# 输出XML格式\n",
    "scrapy crawl itcast -o teachers.xml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/10_8.png\",width=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
